Standard retrieval-augmented generation (RAG) scans documents on demand, retrieves relevant chunks into active memory, generates an answer, and then forgets everything once the chat window closes, meaning the knowledge remains entirely fragmented in raw state and the AI's interaction is transient.
factualpending
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Anil NattuEvidence Quote
“When you ask that question, the AI runs a search algorithm, retrieves the most relevant chunks of text from the depths of those PDFs, shoves those specific chunks into its active memory, and generates an answer for you... But here is the critical limitation. It does this from scratch every single time you ask a question. The knowledge remains entirely fragmented in its raw state. The AI's interaction with your data is a transient fleeting action.”
Created: 8/13/2026, 9:52:16 AM
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